Github user gatorsmile commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19843#discussion_r155636618
  
    --- Diff: mllib/src/test/scala/org/apache/spark/ml/util/MLTest.scala ---
    @@ -0,0 +1,81 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.ml.util
    +
    +import java.io.File
    +
    +import org.scalatest.Suite
    +
    +import org.apache.spark.SparkContext
    +import org.apache.spark.ml.Transformer
    +import org.apache.spark.sql.{DataFrame, Encoder, Row}
    +import org.apache.spark.sql.execution.streaming.MemoryStream
    +import org.apache.spark.sql.streaming.StreamTest
    +import org.apache.spark.sql.test.TestSparkSession
    +import org.apache.spark.util.Utils
    +
    +trait MLTest extends StreamTest with TempDirectory { self: Suite =>
    +
    +  @transient var sc: SparkContext = _
    +  @transient var checkpointDir: String = _
    +
    +  protected override def createSparkSession: TestSparkSession = {
    +    new TestSparkSession(new SparkContext("local[2]", "MLlibUnitTest", 
sparkConf))
    +  }
    +
    +  override def beforeAll(): Unit = {
    +    super.beforeAll()
    +    sc = spark.sparkContext
    +    checkpointDir = Utils.createDirectory(tempDir.getCanonicalPath, 
"checkpoints").toString
    +    sc.setCheckpointDir(checkpointDir)
    +  }
    +
    +  override def afterAll() {
    --- End diff --
    
    Maybe not needed if you are not hitting any flaky test


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